Deep Learning: Natural Language Processing in Python with GLoVe: From Word2Vec to GLoVe in Python and Theano (Deep Learning and Natural Language Processing) by LazyProgrammer

Author:LazyProgrammer
Language: eng
Format: azw3
Published: 2016-08-20T04:00:00+00:00

I always like to add a third bias, mu, which is the global mean of the A matrix. This will effectively center it around 0.

What do the updates become when you add these terms?

Again you’ll want to derive these on your own, but I’ll show you the results here so you can compare your answer.

Please try it yourself and make sure you’re able to do these.



Ok, so are we done? Not yet!

We have one more thing to add, which is regularization. We add this so that our cost doesn’t explode to infinity and it prevents us from overfitting.

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